aliyun / aicb - Conditional Complexity

Intro

Conditional complexity (also called cyclomatic complexity) is a term used to measure the complexity of software. The term refers to the number of possible paths through a program function. A higher value ofter means higher maintenance and testing costs (infosecinstitute.com).
Conditional complexity is calculated by counting all conditions in the program that can affect the execution path (e.g. if statement, loops, switches, and/or operators, try and catch blocks...).
Conditional complexity is measured at the unit level (methods, functions...).
Units are classified in four categories based on the measured McCabe index: 1-5 (simple units), 6-10 (medium complex units), 11-25 (complex units), 26+ (very complex units).

Learn more...

Conditional Complexity Overall

There are 168 units with 3,409 lines of code in units (83.1% of code).

0 very complex units (0 lines of code)
1 complex units (377 lines of code)
14 medium complex units (1,044 lines of code)
21 simple units (593 lines of code)
132 very simple units (1,395 lines of code)

Legend:

51+

26-50

11-25

6-10

1-5

Alternative Visuals

3D view of all units

Conditional Complexity per Extension

51+

26-50

11-25

6-10

1-5

Conditional Complexity per Logical Component

primary logical decomposition

51+

26-50

11-25

6-10

1-5

Most Complex Units

Top 50 most complex units

Unit	# lines	McCabe index	# params
def workload_generate_aiob() in workload_generator/AIOB_simAI_workload_generator.py	377	27	1
def parse_ds_log_item() in log_analyzer/ds_comm_log_analyzer.py	47	22	1
def read_config() in run_suites.py	93	22	1
def workload_generate() in workload_generator/AIOB_simAI_workload_generator.py	223	20	1
def extract_averages() in utils/utils.py	50	16	2
def with_pipeline_forward_backward() in workload_generator/generate_megatron_workload.py	181	15	1
def get_model_details() in workload_generator/AIOB_simAI_workload_generator.py	34	15	1
def __init__() in utils/utils.py	39	13	7
def get_params() in utils/utils.py	89	13	0
def process_all_keys() in utils/utils.py	38	12	1
def _analyze_stage_log() in log_analyzer/log.py	47	12	4
def _gather_param_prefetch() in workload_generator/generate_deepspeed_stage3_workload.py	40	11	3
def _apply_p2pcommunication() in workload_applyer.py	50	11	2
def extract_data_from_log_items() in visualize/generate.py	18	11	1
def create_timeline_chart() in visualize/generate.py	95	11	1
def string2comm_type() in workload_generator/analysis_pytorch_trace.py	16	10	2
def __init__() in workload_applyer.py	57	10	4
def create_scatter_chart() in visualize/generate.py	58	10	2
def _simAI_microtest_convert() in workload_generator/AIOB_simAI_workload_generator.py	11	9	2
def read_csv_and_structure_data() in visualize/generate.py	20	9	2
def log_boxplot() in log_analyzer/plot.py	48	8	1
def _print_stage_log() in log_analyzer/log.py	25	8	7
def dump() in log_analyzer/log.py	21	8	2
def custom_csv_reader() in visualize/generate.py	23	8	2
def string2comm_type() in log_analyzer/ds_comm_log_analyzer.py	15	7	1
def build_model_gbuf_param_range_map() in workload_generator/generate_deepspeed_stage1_2_workload.py	24	7	3
def _reduce_ipg_grads() in workload_generator/generate_deepspeed_stage1_2_workload.py	25	7	1
def extract_iteration() in visualize/generate.py	21	7	1
def dump() in log_analyzer/log.py	18	6	2
def parse_ds_comm_log() in log_analyzer/ds_comm_log_analyzer.py	26	6	1
def init() in workload_generator/generate_megatron_workload.py	70	6	1
def _get_aiob_compute_time() in workload_generator/AIOB_simAI_workload_generator.py	16	6	3
def dump_file() in workload_generator/AIOB_simAI_workload_generator.py	24	6	2
def split_data_by_epoch() in visualize/generate.py	17	6	2
def count_by_epoch() in visualize/generate.py	14	6	2
def visualize_output() in visualize/generate.py	44	6	2
def log_timing() in utils/benchmark_logger.py	17	5	2
def Comp_with_aiob() in utils/utils.py	9	5	2
def append() in log_analyzer/log.py	23	5	3
def calc_bw_log() in log_analyzer/utils.py	19	5	4
def init() in workload_generator/generate_deepspeed_stage3_workload.py	42	5	1
def _compute_for_param() in workload_generator/generate_deepspeed_stage3_workload.py	34	5	2
def dump_file() in workload_generator/AIOB_simAI_workload_generator.py	25	5	2
def backward() in workload_generator/generate_deepspeed_stage1_2_workload.py	29	5	1
def step() in workload_generator/generate_deepspeed_stage1_2_workload.py	34	5	1
def __call__() in workload_generator/workload_generator.py	16	5	1
def apply_workload() in workload_applyer.py	17	5	1
def create_cdf_chart_by_commtype() in visualize/generate.py	42	5	7
def decompose() in utils/utils.py	17	4	3
def get_comp_out() in utils/utils.py	26	4	1